Data-driven modeling, Constitutive Modeling, hyperelasticity, rubberlike materials, isotropy, polyconvexity
phase-field method, Representative Crack Element approach, Star-convex approach, crack driving force, post-fracture behavior
Shape memory alloys, Finite strain model, Logarithmic strain, Hencky strain, superelasticity
Dynamic ALE formulation, hypoplasticity, Moving loads, Transient simulations
High-cycle fatigue, phase-field method, time homogenization, computational efficiency, crack propagation.
Operator learning, Physics-informed neural networks, Parametric learning, Microstructure.
Homogenization, Uncertainty quantification, Multiscale Analysis, Multiscale Uncertainty Quantification, polymorphic uncertainty, Physics-augmented Neural Networks
Finite Element, Multi-scales, Interface, RVE
moisture-induced fracture, anisotropic phase-field approach, mixed-mode failure, hygromechanical Representative Crack Element, discontinuous Reynolds transport theorem
CONVOLUTIONAL NEURAL NETWORK, damage extraction, Computer Vision, Concrete Pavement, IMAGE SEGMENTATION
Mineral-bonded composites, mineral impregnation, hybrid composites, Fibers, LC3, bond behavior.
Magneto-active Elastomer, Finite Element, Multi-scales, Interface, RVE
glass, fracture, fracture morphology, fully toughened glass, thermally toughened glass, computer vision, stochastic modeling
Microlayer theory, dynamic ALE formulation, transient wheel loading, tire pavement interaction
shape memory alloys, material parameter fitting, constitutive model, plasticity, functional fatigue
Arbitrary Lagrange Eulerian framework, Dynamic ALE, Pavements, Nonlocal damage
Material Point Method, MPM-FEM coupling, Dual-Mortar approach, Elimination method, Implicit formulation